The following visualization graghs explains the insights gotten from the analysis of the WeRateDogs tweets archive data which consists of the following dataframes:
- the twitter archive data (twitter_data)
- the image prediction data
- the df_tweets dataframe
These dataframes were mwrged into a dataset called the twitter_archive_master dataset, which was analysed to answer the following questions:
- what year and month did the highest tweets occur?
- what date recorded the highest favorite tweet?
- what are the predicted dog with the highest favorite count?
- What dog stage had the highest favorite counts?
- Is there any relationship between the favorite_count and retweet_count?
Using the visualizations below, the above questions are answered as follows:
Answer: The highest tweets occured between the November 2015 to January 2016 and decreased across 2017
Answer:The highest favorite tweets occured on the 21st of january 2017 (2017-01-21 18:26:02+00:00)
Answer: The top three predicted dogs with the highest favorite counts include:
- Lakeland_terrier
- Labrador_retriever
- English_springer
The Lakeland_terrier dog is shown in the image below with the highest likes(favorite_count) of 132810
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The Labrador_retriever dog is shown in the image below with the second highest likes(favorite_count) of 131075
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The image below is shows the English_springer dog having the third highest likes (favorite_count) of 107956
Answer: Puppo is the dog stage with the highest favorite count
Answer: There is a positive correlation between the favorite_count and retweet count, meaning that there is an increase in the favorite_count corresponding to an increase in the retweet count.
Answer: There is a positive correlation between the timestamp and the favorite_count which means that there was an increase in favorite count over time.
The highest tweets occured between the November 2015 to January 2016 and decreased across 2017
The highest favorite tweets occured on the 21st of january 2017 (2017-01-21 18:26:02+00:00)
The top three predicted dogs with the highest favorite counts include:
- Lakeland_terrier
- Labrador_retriever
- English_springer
Puppo is the dog stage with the highest favorite count.
There is a positive correlation between the favorite_count and retweet count, meaning that there is an increase in the favorite_count corresponding to an increase in the retweet count.
There is a positive correlation between the timestamp and the favorite_count which means that there was an increase in favorite count over time